Cancer-no cancer per image classification 벤치마크

Cancer-no cancer per image classification on CBIS-DDSM

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AUC

Rank	Model	AUC	Paper	Code	Year
1	Multi-patch size DenseNet-121	0.809	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification		2023
2	SingleView_PatchBased_EfficientNet-B0	0.8033	Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network	dpetrini/two-views-classifier	2021
3	MorphHR-ResNet18_S896	0.7964	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations		2021
4	ResNet18_S896	0.7958	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations		2021
5	SingleView_PatchBased_EfficientNet-B3	0.7952	Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network	dpetrini/two-views-classifier	2021
6	Multi-resolution DenseNet-121	0.789	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification		2023
7	ResNet18_S448	0.7882	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations		2021
8	Feature Pyramid Network DenseNet-121	0.788	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification		2023
9	Patch-based DenseNet-121	0.784	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification		2023
10	MorphHR-ResNet18_S448	0.7836	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations		2021
11	MorphHR-ResNet18_S224	0.7523	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations		2021
12	VGG/ResNet	0.75	Deep Learning to Improve Breast Cancer Early Detection on Screening Mammography	lishen/end2end-all-conv · nyukat/mammography_metarepository · yuyuyu123456/CBIS-DDSM · +2	2017
12	VGG/ResNet	0.75	Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network	dpetrini/two-views-classifier	2021
14	ResNet18_S224	0.7257	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations		2021
15	XGBoost	0.6849	Machine Learning Algorithms for Breast Cancer Detection in Mammography Images: A Comparative Study		2021
16	VGG16	0.6822	Machine Learning Algorithms for Breast Cancer Detection in Mammography Images: A Comparative Study		2021